Instance Segmentation

Instance Segmentation is a computer vision task that involves identifying and separating individual objects within an image, including detecting the boundaries of each object and assigning a unique label to each object. The goal of instance segmentation is to produce a pixel-wise segmentation map of the image, where each pixel is assigned to a specific object instance.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21

Papers

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Showing 1801–1825 of 2262 papers

Title	Date	Tasks	Status
How Shift Equivariance Impacts Metric Learning for Instance Segmentation	Jan 14, 2021	DecoderInstance Segmentation	CodeCode Available
One Shot Model For The Prediction of COVID-19 and Lesions Segmentation In Chest CT Scans Through The Affinity Among Lesion Mask Features	Jan 4, 2021	COVID-19 DiagnosisInstance Segmentation	CodeCode Available
Weakly Supervised Multi-Object Tracking and Segmentation	Jan 3, 2021	Instance SegmentationMulti-Object Tracking	—Unverified
ASIST: Annotation-free Synthetic Instance Segmentation and Tracking by Adversarial Simulations	Jan 3, 2021	Instance SegmentationSegmentation	—Unverified
Parallel Detection-and-Segmentation Learning for Weakly Supervised Instance Segmentation	Jan 1, 2021	Instance Segmentationobject-detection	—Unverified
Aggregation With Feature Detection	Jan 1, 2021	Instance Segmentationobject-detection	—Unverified
Poly-NL: Linear Complexity Non-Local Layers With 3rd Order Polynomials	Jan 1, 2021	Face DetectionInstance Segmentation	—Unverified
Contextual Graph Reasoning Networks	Jan 1, 2021	2D Human Pose EstimationInstance Segmentation	—Unverified
EMPIRICAL UPPER BOUND IN OBJECT DETECTION	Jan 1, 2021	Instance SegmentationObject	—Unverified
Learning a unified label space	Jan 1, 2021	Instance SegmentationObject	—Unverified
X-World: Accessibility, Vision, and Autonomy Meet	Jan 1, 2021	Instance SegmentationPrivacy Preserving	—Unverified
Robust 2D/3D Vehicle Parsing in Arbitrary Camera Views for CVIS	Jan 1, 2021	BenchmarkingData Augmentation	CodeCode Available
Instance Segmentation of Industrial Point Cloud Data	Dec 24, 2020	Instance SegmentationSegmentation	—Unverified
Multiple Instance Segmentation in Brachial Plexus Ultrasound Image Using BPMSegNet	Dec 22, 2020	Instance SegmentationSemantic Segmentation	—Unverified
A Holistically-Guided Decoder for Deep Representation Learning with Applications to Semantic Segmentation and Object Detection	Dec 18, 2020	DecoderInstance Segmentation	—Unverified
REFINE: Prediction Fusion Network for Panoptic Segmentation	Dec 15, 2020	Instance SegmentationPanoptic Segmentation	—Unverified
DeepGamble: Towards unlocking real-time player intelligence using multi-layer instance segmentation and attribute detection	Dec 14, 2020	AttributeInstance Segmentation	—Unverified
Improving Video Instance Segmentation by Light-weight Temporal Uncertainty Estimates	Dec 14, 2020	Instance Segmentationobject-detection	CodeCode Available
Semi-supervised Active Learning for Instance Segmentation via Scoring Predictions	Dec 9, 2020	Active Learningimage-classification	—Unverified
The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics	Dec 7, 2020	General ClassificationInstance Segmentation	—Unverified
Learning Video Instance Segmentation with Recurrent Graph Neural Networks	Dec 7, 2020	Graph Neural NetworkInstance Segmentation	—Unverified
Ada-Segment: Automated Multi-loss Adaptation for Panoptic Segmentation	Dec 7, 2020	Instance SegmentationPanoptic Segmentation	—Unverified
CARAFE++: Unified Content-Aware ReAssembly of FEatures	Dec 7, 2020	Image InpaintingInstance Segmentation	—Unverified
BoxInst: High-Performance Instance Segmentation with Box Annotations	Dec 3, 2020	Box-supervised Instance SegmentationInstance Segmentation	—Unverified
Generalized Object Detection on Fisheye Cameras for Autonomous Driving: Dataset, Representations and Baseline	Dec 3, 2020	Autonomous DrivingInstance Segmentation	—Unverified

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All datasets COCO test-dev COCO minival LVIS v1.0 val Cityscapes val ADE20K val ARMBench Occluded COCO OoDIS Separated COCO TBBR BDD100K val COCO val (panoptic labels)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H	AP50	80.8	—	Unverified
2	ResNeSt-200 (multi-scale)	AP50	70.2	—	Unverified
3	CenterMask + VoVNetV2-99 (multi-scale)	AP50	66.2	—	Unverified
4	CenterMask + VoVNetV2-57 (single-scale)	AP50	60.8	—	Unverified
5	Co-DETR	mask AP	57.1	—	Unverified
6	CBNetV2 (EVA02, single-scale)	mask AP	56.1	—	Unverified
7	ISDA (ResNet-50)	APL	55.7	—	Unverified
8	EVA	mask AP	55.5	—	Unverified
9	FD-SwinV2-G	mask AP	55.4	—	Unverified
10	Mask Frozen-DETR	mask AP	55.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InternImage-B	GFLOPs	501	—	Unverified
2	Co-DETR	mask AP	56.6	—	Unverified
3	ViT-CoMer-L (Mask RCNN, DINOv2)	mask AP	55.9	—	Unverified
4	InternImage-H	mask AP	55.4	—	Unverified
5	EVA	mask AP	55	—	Unverified
6	Mask Frozen-DETR	mask AP	54.9	—	Unverified
7	MasK DINO (SwinL, multi-scale)	mask AP	54.5	—	Unverified
8	ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)	mask AP	54.2	—	Unverified
9	GLEE-Pro	mask AP	54.2	—	Unverified
10	SwinV2-G (HTC++)	mask AP	53.7	—	Unverified